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Discourse Analysis

Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.

Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification

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Call to Action

2,768 comments
Page 110 of 139
When was the last time Trump said 'thank you' for the electricity? Shut it down!
When was the last time Trump said 'thank you' for the electricity? Shut it down!
Urges Canada to shut down electricity exports to the US as a retaliatory action against Trump.
@fernandofernandes9508 Mar 4, 2025
MAKE CANADA GREAT AGAIN
MAKE CANADA GREAT AGAIN
Political slogan implying Canada needs restoration, functioning as a rallying cry with nationalist undertones.
nowornever9327 Mar 3, 2026
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
the lie needs to end, quit spreading it, talk to real people, get out of your bubble in the media/politics/Toronto
Urges media and political figures to engage with ordinary people and abandon 'bubbles,' implicitly calling for changed discourse practices.
rona3393 Feb 17, 2026
Omg, arrest them all
Omg, arrest them all
Demands arrest of unspecified people, expressing both punitive action and underlying security concern.
CanadianMilitaryVet Jan 27, 2026
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Requests investigation of other cities while framing ethnic communities as foreign invaders ('gentrified by foreigners'), combining action request with identity-based framing.
happydaze7386 Jan 27, 2026
Can you Canadians maybe ask your King to have his other countries put tariffs on us down here in the US? What's the point of having one if you don't ask him for a little …
Can you Canadians maybe ask your King to have his other countries put tariffs on us down here in the US? What's the point of having one if you don't ask him for a little help when bad guys come after you. My country needs to learn a lesson and the faster it happens, the less pain there is for everyone.
Urges Canadians to seek help from their monarchy against US tariffs, framed as comparative advice between nations.
@yonyon_bdc Mar 4, 2025
Boycott their businesses. If I walk into a restaurant and they work there. I turn around and leave. They have ZERO concept of food safety. Ive worked with them. They are FILTHY.
Boycott their businesses. If I walk into a restaurant and they work there. I turn around and leave. They have ZERO concept of food safety. Ive worked with them. They are FILTHY.
Urges boycott of immigrant-owned businesses while making unsubstantiated claims about food safety and hygiene practices.
canadiansfirst3636 Jan 28, 2026
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
You guys fall for anything. Do research, stop believing headlines and emotional speeches. America will remain on top.
Commenter urges others to do independent research rather than believe headlines, while asserting American superiority.
@matthaynes914 Mar 4, 2025
We need Canada's help to us rid ourselves of this deranged trump
We need Canada's help to us rid ourselves of this deranged trump
Calls on Canada to take action against Trump, framing international political opposition.
@adamwise6626 Mar 4, 2025
I want to have Trump Vance and Elon deported to Russia!!
I want to have Trump Vance and Elon deported to Russia!!
Expresses desire for deportation of political figures; likely satirical but functions as a call for action against perceived adversaries.
@Solitarywtch Mar 4, 2025
You need to talk to Trump..he represents the American people.
You need to talk to Trump..he represents the American people.
Directs the speaker to engage with Trump as the representative of American interests, implying a specific action or dialogue should occur.
@TjWoods-j7b Mar 4, 2025
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
Urgent plea for intelligence community action combined with an unsubstantiated claim about Putin having blackmail on Trump.
@nickintexas Mar 4, 2025
Need ICE here
Need ICE here
Brief demand for ICE (immigration enforcement) intervention, framing immigration as a threat requiring enforcement action.
BentJohn Feb 18, 2026
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Whoever buy American car after March 4th should be interrogated and questioned about his loyalty and even his citizenship!
Urges action against those purchasing American cars, framing it as a loyalty/citizenship issue tied to national identity.
@nwaiser9287 Mar 4, 2025
Deport. We need ice.
Deport. We need ice.
Demands deportation and references ICE (immigration enforcement), combining a call for action with implicit threat framing.
@TylerPetryshyn Feb 18, 2026
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Urges retaliatory action against Trump through tariffs, framed as collective resistance.
@jbing6251 Mar 4, 2025
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Well done Canada! Now join the EU and be part of the proposed European army! You might even consider building a wall on your southern border.
Urges Canada to join the EU and build a border wall; tone suggests ironic/sarcastic commentary on geopolitical tensions.
@MarkRobinson-p5i Mar 4, 2025
Man talking about Shariah Law should be deported
Man talking about Shariah Law should be deported
Calls for deportation of someone based on religious law discussion, framing it as a threat requiring removal.
zaiokari1698 Sep 9, 2025
Trump should sidelined now he is now finished ?
Trump should sidelined now he is now finished ?
Rhetorical question urging removal of Trump from political relevance or office.
@michaelcoady828 Mar 4, 2025
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a …
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a unknown duration .
Advises Canadians to unite with other nations for protection, framed as urgent action against American instability.
@shahzadnasserian5375 Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

Primary discourse type assigned to each comment

Classifier Confidence

Distribution of confidence scores across all labeled comments

Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

Which discourse types most frequently appear together on the same comment

Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
Identity Assertion
CNN 2,313
Tyler Oliveira 1,991
RocaNews 467
JamCan 274
Yoke Immigration Canada 89
Solidarity
CNN 4,297
Tyler Oliveira 400
RocaNews 75
JamCan 36
CTV Your Morning 32
Policy Critique
CNN 3,445
Tyler Oliveira 551
Toronto Sun 340
CTV News 268
RocaNews 235
Humor / Satire
CNN 2,078
Tyler Oliveira 1,667
RocaNews 241
Global News 89
CTV News 68
Fear / Threat
Tyler Oliveira 1,549
CNN 1,332
RocaNews 321
JamCan 204
Toronto Sun 118
Meta-Commentary
Tyler Oliveira 1,702
CNN 1,478
RocaNews 168
CTV News 81
JamCan 77
Unverified Claim
CNN 1,480
Tyler Oliveira 820
RocaNews 203
Yoke Immigration Canada 203
JamCan 152
Moral Argument
CNN 1,733
Tyler Oliveira 704
RocaNews 205
JamCan 73
CTV Your Morning 23
Classified by Claude Haiku (Anthropic) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)